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Alex Wiltschko - Automatic Differentiation, the algorithm behind all deep nets
The simple essence of automatic differentiation
Algorithmic Differentiation 1
Automatic Differentiation: Differentiate (almost) any function
INFO8010 Lecture 3: Automatic differentiation
Brief intro to derivatives
Deep Dive
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Last Updated: October 19, 2026
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Summary
A very brief history and attempts to motivate the problem. This video was recorded as part of CIS 522 - Deep Learning at the University of Pennsylvania. The course material, including the ... This short tutorial covers the basics of A 'new" way to compute derivatives at the machine precision with very modest overhead. Since somehow you found this video i assume that you have seen the term By far not a complete story on AD, but provides a mental image to help digest further material on AD. For a bit more context, how ... Prof. Orchard describes the theory behind An invited talk for PEPM 2018. Abstract & slides: github.com/conal/talk-2018-essence-of-ad/blob/master/readme.md. So the the the the family of algorithm that we see today together is called Derivatives are necessary to effectively guide gradient-based optimizers and Newton solvers to the correct answers. 0:00 -
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